Shampoo often to get rid of dead skin cells. Leave the lather on your scalp for a few minutes before rinsing off.
Every other hair washing, use dandruff shampoo. Don't avoid shampooing to control itchy dandruff -- that's a myth.
If you are African-American, you may do better not washing your hair daily; try a medicated shampoo weekly.